Datos metereológicos de Barcelona de 1992 a 2021

Dataset statistics

Number of variables	13
Number of observations	10693
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.6 MiB
Average record size in memory	155.0 B

Variable types

NUM	11
DATE	1
CAT	1

Warnings

`ID` is highly correlated with `df_index` and 1 other fields	High correlation
`df_index` is highly correlated with `ID` and 1 other fields	High correlation
`presion_min` is highly correlated with `presion_max`	High correlation
`presion_max` is highly correlated with `presion_min`	High correlation
`temperatura_max` is highly correlated with `temperatura_min`	High correlation
`temperatura_min` is highly correlated with `temperatura_max`	High correlation
`anio` is highly correlated with `df_index` and 1 other fields	High correlation
`df_index` has unique values	Unique
`ID` has unique values	Unique
`fecha` has unique values	Unique
`precipitacion` has 8459 (79.1%) zeros	Zeros
`horas_sol` has 665 (6.2%) zeros	Zeros

Reproduction

Analysis started	2021-07-16 10:45:09.462765
Analysis finished	2021-07-16 10:45:28.927917
Duration	19.47 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	10693
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5375.533059
Minimum	0
Maximum	10774
Zeros	1
Zeros (%)	< 0.1%
Memory size	83.7 KiB

Quantile statistics

Minimum	0
5-th percentile	534.6
Q1	2673
median	5346
Q3	8091
95-th percentile	10238.4
Maximum	10774
Range	10774
Interquartile range (IQR)	5418

Descriptive statistics

Standard deviation	3118.866989
Coefficient of variation (CV)	0.5801967833
Kurtosis	-1.207664656
Mean	5375.533059
Median Absolute Deviation (MAD)	2709
Skewness	0.008941162842
Sum	57480575
Variance	9727331.297
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
613	1	< 0.1%
4711	1	< 0.1%
8809	1	< 0.1%
2668	1	< 0.1%
621	1	< 0.1%
6766	1	< 0.1%
4719	1	< 0.1%
8817	1	< 0.1%
2676	1	< 0.1%
629	1	< 0.1%
6774	1	< 0.1%
4727	1	< 0.1%
8825	1	< 0.1%
2684	1	< 0.1%
637	1	< 0.1%
6782	1	< 0.1%
4735	1	< 0.1%
8833	1	< 0.1%
6758	1	< 0.1%
2660	1	< 0.1%
645	1	< 0.1%
8801	1	< 0.1%
6726	1	< 0.1%
4679	1	< 0.1%
Other values (10668)	10668	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
10774	1	< 0.1%
10773	1	< 0.1%
10772	1	< 0.1%
10771	1	< 0.1%
10770	1	< 0.1%
10769	1	< 0.1%
10768	1	< 0.1%
10767	1	< 0.1%
10766	1	< 0.1%
10765	1	< 0.1%

ID
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	10693
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5375.533059
Minimum	0
Maximum	10774
Zeros	1
Zeros (%)	< 0.1%
Memory size	83.7 KiB

Quantile statistics

Minimum	0
5-th percentile	534.6
Q1	2673
median	5346
Q3	8091
95-th percentile	10238.4
Maximum	10774
Range	10774
Interquartile range (IQR)	5418

Descriptive statistics

Standard deviation	3118.866989
Coefficient of variation (CV)	0.5801967833
Kurtosis	-1.207664656
Mean	5375.533059
Median Absolute Deviation (MAD)	2709
Skewness	0.008941162842
Sum	57480575
Variance	9727331.297
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
613	1	< 0.1%
4711	1	< 0.1%
8809	1	< 0.1%
2668	1	< 0.1%
621	1	< 0.1%
6766	1	< 0.1%
4719	1	< 0.1%
8817	1	< 0.1%
2676	1	< 0.1%
629	1	< 0.1%
6774	1	< 0.1%
4727	1	< 0.1%
8825	1	< 0.1%
2684	1	< 0.1%
637	1	< 0.1%
6782	1	< 0.1%
4735	1	< 0.1%
8833	1	< 0.1%
6758	1	< 0.1%
2660	1	< 0.1%
645	1	< 0.1%
8801	1	< 0.1%
6726	1	< 0.1%
4679	1	< 0.1%
Other values (10668)	10668	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
10774	1	< 0.1%
10773	1	< 0.1%
10772	1	< 0.1%
10771	1	< 0.1%
10770	1	< 0.1%
10769	1	< 0.1%
10768	1	< 0.1%
10767	1	< 0.1%
10766	1	< 0.1%
10765	1	< 0.1%

fecha
Date

UNIQUE

Distinct	10693
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	83.7 KiB

Minimum	1992-01-01 00:00:00
Maximum	2021-07-01 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

precipitacion
Real number (ℝ_≥0)

ZEROS

Distinct	364
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.518731881
Minimum	0
Maximum	134.7
Zeros	8459
Zeros (%)	79.1%
Memory size	83.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	8.64
Maximum	134.7
Range	134.7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	6.443861419
Coefficient of variation (CV)	4.242922336
Kurtosis	88.68439152
Mean	1.518731881
Median Absolute Deviation (MAD)	0
Skewness	7.931661091
Sum	16239.8
Variance	41.52334998
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8459	79.1%
0.1	145	1.4%
0.2	126	1.2%
0.3	101	0.9%
0.4	87	0.8%
0.6	70	0.7%
0.5	60	0.6%
0.8	50	0.5%
1	50	0.5%
1.2	45	0.4%
0.7	43	0.4%
1.8	38	0.4%
1.4	35	0.3%
1.1	34	0.3%
0.9	32	0.3%
1.6	30	0.3%
1.3	27	0.3%
1.7	26	0.2%
1.5	23	0.2%
2.2	23	0.2%
2	22	0.2%
2.8	22	0.2%
1.9	21	0.2%
2.1	19	0.2%
3.8	18	0.2%
Other values (339)	1087	10.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	8459	79.1%
0.1	145	1.4%
0.2	126	1.2%
0.3	101	0.9%
0.4	87	0.8%
0.5	60	0.6%
0.6	70	0.7%
0.7	43	0.4%
0.8	50	0.5%
0.9	32	0.3%

Value	Count	Frequency (%)
134.7	1	< 0.1%
124.8	1	< 0.1%
107.3	1	< 0.1%
104.9	1	< 0.1%
97.2	1	< 0.1%
95.9	1	< 0.1%
87.9	1	< 0.1%
78.5	1	< 0.1%
74.5	1	< 0.1%
74	1	< 0.1%

horas_sol
Real number (ℝ_≥0)

ZEROS

Distinct	372
Distinct (%)	3.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.719858786
Minimum	0
Maximum	13.7
Zeros	665
Zeros (%)	6.2%
Memory size	83.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3.8
median	7.4
Q3	9.9
95-th percentile	11.7
Maximum	13.7
Range	13.7
Interquartile range (IQR)	6.1

Descriptive statistics

Standard deviation	3.705533896
Coefficient of variation (CV)	0.5514303223
Kurtosis	-1.031431104
Mean	6.719858786
Median Absolute Deviation (MAD)	2.9
Skewness	-0.3739626869
Sum	71855.45
Variance	13.73098145
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	665	6.2%
11	151	1.4%
11.4	146	1.4%
10.8	143	1.3%
9.8	141	1.3%
10.2	134	1.3%
9	132	1.2%
8	129	1.2%
10.6	128	1.2%
10	128	1.2%
11.2	126	1.2%
9.2	126	1.2%
11.3	126	1.2%
8.2	123	1.2%
10.4	119	1.1%
9.4	118	1.1%
10.5	116	1.1%
8.8	115	1.1%
7.4	112	1.0%
7.8	112	1.0%
6.8	111	1.0%
8.4	110	1.0%
11.6	109	1.0%
11.5	107	1.0%
8.6	107	1.0%
Other values (347)	7059	66.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	665	6.2%
0.03333333333	1	< 0.1%
0.05	1	< 0.1%
0.06666666667	1	< 0.1%
0.1	69	0.6%
0.15	1	< 0.1%
0.1666666667	1	< 0.1%
0.2	73	0.7%
0.3	62	0.6%
0.3333333333	1	< 0.1%

Value	Count	Frequency (%)
13.7	1	< 0.1%
13.2	1	< 0.1%
13.1	2	< 0.1%
13	11	0.1%
12.9	10	0.1%
12.8	6	0.1%
12.7	18	0.2%
12.6	27	0.3%
12.5	31	0.3%
12.4	24	0.2%

presion_max
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	448
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1018.777892
Minimum	989.9
Maximum	1040.9
Zeros	0
Zeros (%)	0.0%
Memory size	83.7 KiB

Quantile statistics

Minimum	989.9
5-th percentile	1008.3
Q1	1015.1
median	1018.7
Q3	1022.5
95-th percentile	1029.8
Maximum	1040.9
Range	51
Interquartile range (IQR)	7.4

Descriptive statistics

Standard deviation	6.317483212
Coefficient of variation (CV)	0.006201040738
Kurtosis	0.6284329164
Mean	1018.777892
Median Absolute Deviation (MAD)	3.7
Skewness	-0.04544934965
Sum	10893792
Variance	39.91059413
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1018.8	115	1.1%
1019.6	111	1.0%
1020	103	1.0%
1019.2	99	0.9%
1018.4	98	0.9%
1017.8	98	0.9%
1020.8	97	0.9%
1017.6	95	0.9%
1017.1	91	0.9%
1018.7	89	0.8%
1016.7	89	0.8%
1019	89	0.8%
1017	88	0.8%
1018.3	88	0.8%
1017.4	88	0.8%
1017.9	87	0.8%
1020.4	87	0.8%
1020.2	86	0.8%
1016.5	86	0.8%
1016.2	86	0.8%
1017.2	86	0.8%
1015.4	86	0.8%
1016.6	83	0.8%
1021.2	82	0.8%
1016.4	81	0.8%
Other values (423)	8405	78.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
989.9	1	< 0.1%
991.5	1	< 0.1%
993	1	< 0.1%
993.7	1	< 0.1%
994	1	< 0.1%
994.5	1	< 0.1%
994.7	1	< 0.1%
995.4	1	< 0.1%
995.5	1	< 0.1%
995.8	1	< 0.1%

Value	Count	Frequency (%)
1040.9	1	< 0.1%
1039.9	1	< 0.1%
1038.9	1	< 0.1%
1038.6	1	< 0.1%
1038	1	< 0.1%
1037.9	1	< 0.1%
1037.8	2	< 0.1%
1037.7	1	< 0.1%
1037.4	1	< 0.1%
1037.3	1	< 0.1%

presion_min
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	489
Distinct (%)	4.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1014.21652
Minimum	979.4
Maximum	1037
Zeros	0
Zeros (%)	0.0%
Memory size	83.7 KiB

Quantile statistics

Minimum	979.4
5-th percentile	1001.2
Q1	1010.2
median	1014.6
Q3	1018.6
95-th percentile	1025.8
Maximum	1037
Range	57.6
Interquartile range (IQR)	8.4

Descriptive statistics

Standard deviation	7.166732855
Coefficient of variation (CV)	0.007066275014
Kurtosis	0.8042313783
Mean	1014.21652
Median Absolute Deviation (MAD)	4.1
Skewness	-0.3761146724
Sum	10845017.25
Variance	51.36205982
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1015.4	101	0.9%
1014.2	98	0.9%
1013.3	94	0.9%
1014.5	91	0.9%
1015.1	89	0.8%
1016.7	87	0.8%
1013.5	87	0.8%
1015	86	0.8%
1016.2	85	0.8%
1013.8	84	0.8%
1016.6	84	0.8%
1013.4	82	0.8%
1014.3	81	0.8%
1014.6	80	0.7%
1018.8	80	0.7%
1015.8	80	0.7%
1012.2	79	0.7%
1016.1	78	0.7%
1017.8	77	0.7%
1017.2	76	0.7%
1015.9	75	0.7%
1011.8	75	0.7%
1015.7	74	0.7%
1011.4	74	0.7%
1012.5	73	0.7%
Other values (464)	8623	80.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
979.4	1	< 0.1%
984.2	1	< 0.1%
984.4	1	< 0.1%
984.8	1	< 0.1%
985.2	1	< 0.1%
985.8	1	< 0.1%
986.2	1	< 0.1%
986.3	1	< 0.1%
986.9	1	< 0.1%
987.2	1	< 0.1%

Value	Count	Frequency (%)
1037	1	< 0.1%
1036	1	< 0.1%
1035.9	1	< 0.1%
1035.4	1	< 0.1%
1034.9	1	< 0.1%
1034.6	1	< 0.1%
1034.2	4	< 0.1%
1034.1	1	< 0.1%
1034	3	< 0.1%
1033.9	1	< 0.1%

temperatura_min
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	323
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	20.78234359
Minimum	2.7
Maximum	37.4
Zeros	0
Zeros (%)	0.0%
Memory size	83.7 KiB

Quantile statistics

Minimum	2.7
5-th percentile	12.1
Q1	16
median	20.3
Q3	25.8
95-th percentile	30
Maximum	37.4
Range	34.7
Interquartile range (IQR)	9.8

Descriptive statistics

Standard deviation	5.86405181
Coefficient of variation (CV)	0.2821650881
Kurtosis	-0.9237057063
Mean	20.78234359
Median Absolute Deviation (MAD)	4.8
Skewness	0.06999225618
Sum	222225.6
Variance	34.38710363
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16	115	1.1%
15	111	1.0%
17	111	1.0%
18	109	1.0%
26	91	0.9%
15.5	90	0.8%
16.4	90	0.8%
17.2	88	0.8%
15.6	88	0.8%
23	88	0.8%
22	87	0.8%
14.6	87	0.8%
21	86	0.8%
28	86	0.8%
15.4	85	0.8%
27	85	0.8%
13	85	0.8%
15.8	84	0.8%
14	84	0.8%
17.4	84	0.8%
14.2	83	0.8%
29.4	81	0.8%
16.2	81	0.8%
28.5	77	0.7%
14.8	76	0.7%
Other values (298)	8461	79.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.7	1	< 0.1%
3.4	1	< 0.1%
3.6	1	< 0.1%
3.9	1	< 0.1%
4.1	1	< 0.1%
4.6	1	< 0.1%
4.8	1	< 0.1%
5	1	< 0.1%
5.1	1	< 0.1%
5.3	1	< 0.1%

Value	Count	Frequency (%)
37.4	1	< 0.1%
37.3	1	< 0.1%
37	1	< 0.1%
36.6	2	< 0.1%
35.7	1	< 0.1%
35.6	1	< 0.1%
35.5	1	< 0.1%
35.1	1	< 0.1%
35	1	< 0.1%
34.9	1	< 0.1%

temperatura_max
Real number (ℝ)

HIGH CORRELATION

Distinct	307
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	12.74555317
Minimum	-3.6
Maximum	27.3
Zeros	5
Zeros (%)	< 0.1%
Memory size	83.7 KiB

Quantile statistics

Minimum	-3.6
5-th percentile	3.2
Q1	7.8
median	12.3
Q3	18
95-th percentile	22.6
Maximum	27.3
Range	30.9
Interquartile range (IQR)	10.2

Descriptive statistics

Standard deviation	6.211304442
Coefficient of variation (CV)	0.4873310998
Kurtosis	-1.001901532
Mean	12.74555317
Median Absolute Deviation (MAD)	5.1
Skewness	0.04298506379
Sum	136288.2
Variance	38.58030287
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	136	1.3%
8	115	1.1%
7	110	1.0%
16	105	1.0%
9	102	1.0%
6	101	0.9%
19	90	0.8%
21	90	0.8%
7.8	88	0.8%
8.2	85	0.8%
12	83	0.8%
20	82	0.8%
18	82	0.8%
13	82	0.8%
9.4	79	0.7%
17	79	0.7%
15	78	0.7%
6.8	77	0.7%
8.4	75	0.7%
8.6	74	0.7%
11	74	0.7%
10.8	74	0.7%
5	73	0.7%
14.8	73	0.7%
7.2	73	0.7%
Other values (282)	8513	79.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-3.6	1	< 0.1%
-3.5	1	< 0.1%
-3.3	1	< 0.1%
-2.7	1	< 0.1%
-2.6	2	< 0.1%
-2.4	2	< 0.1%
-2.2	3	< 0.1%
-2.1	3	< 0.1%
-2	1	< 0.1%
-1.9	1	< 0.1%

Value	Count	Frequency (%)
27.3	1	< 0.1%
27.2	1	< 0.1%
26.8	1	< 0.1%
26.7	1	< 0.1%
26.1	3	< 0.1%
26	3	< 0.1%
25.9	3	< 0.1%
25.8	2	< 0.1%
25.7	1	< 0.1%
25.6	2	< 0.1%

velocidad_media
Real number (ℝ_≥0)

Distinct	54
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	15.21386328
Minimum	0
Maximum	68.04
Zeros	69
Zeros (%)	0.6%
Memory size	83.7 KiB

Quantile statistics

Minimum	0
5-th percentile	7.92
Q1	11.88
median	14.04
Q3	18
95-th percentile	24.84
Maximum	68.04
Range	68.04
Interquartile range (IQR)	6.12

Descriptive statistics

Standard deviation	5.486014263
Coefficient of variation (CV)	0.3605931093
Kurtosis	4.712375203
Mean	15.21386328
Median Absolute Deviation (MAD)	2.88
Skewness	1.236521651
Sum	162681.84
Variance	30.0963525
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12.96	1081	10.1%
11.88	1005	9.4%
14.04	987	9.2%
11.16	821	7.7%
16.92	784	7.3%
15.84	744	7.0%
15.12	740	6.9%
18	578	5.4%
10.08	544	5.1%
19.08	531	5.0%
9	348	3.3%
20.16	345	3.2%
7.92	313	2.9%
20.88	284	2.7%
21.96	253	2.4%
23.04	215	2.0%
6.84	185	1.7%
24.12	162	1.5%
24.84	127	1.2%
6.12	87	0.8%
0	69	0.6%
27	65	0.6%
25.92	64	0.6%
28.08	54	0.5%
5.04	42	0.4%
Other values (29)	265	2.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	69	0.6%
1.08	1	< 0.1%
2.16	3	< 0.1%
2.88	1	< 0.1%
3.96	14	0.1%
5.04	42	0.4%
6.12	87	0.8%
6.84	185	1.7%
7.92	313	2.9%
9	348	3.3%

Value	Count	Frequency (%)
68.04	1	< 0.1%
60.12	1	< 0.1%
56.16	1	< 0.1%
51.12	1	< 0.1%
50.04	2	< 0.1%
47.88	3	< 0.1%
47.16	4	< 0.1%
46.08	1	< 0.1%
45	3	< 0.1%
43.92	2	< 0.1%

mes
Real number (ℝ_≥0)

Distinct	12
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.474703077
Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Memory size	83.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	6
Q3	9
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.432154778
Coefficient of variation (CV)	0.5300868221
Kurtosis	-1.201472346
Mean	6.474703077
Median Absolute Deviation (MAD)	3
Skewness	0.01180459393
Sum	69234
Variance	11.77968642
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
3	930	8.7%
5	929	8.7%
4	900	8.4%
7	900	8.4%
8	899	8.4%
1	899	8.4%
10	898	8.4%
6	897	8.4%
9	870	8.1%
12	868	8.1%
11	866	8.1%
2	837	7.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	899	8.4%
2	837	7.8%
3	930	8.7%
4	900	8.4%
5	929	8.7%
6	897	8.4%
7	900	8.4%
8	899	8.4%
9	870	8.1%
10	898	8.4%

Value	Count	Frequency (%)
12	868	8.1%
11	866	8.1%
10	898	8.4%
9	870	8.1%
8	899	8.4%
7	900	8.4%
6	897	8.4%
5	929	8.7%
4	900	8.4%
3	930	8.7%

anio
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	30
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2006.221734
Minimum	1992
Maximum	2021
Zeros	0
Zeros (%)	0.0%
Memory size	83.7 KiB

Quantile statistics

Minimum	1992
5-th percentile	1993
Q1	1999
median	2006
Q3	2014
95-th percentile	2020
Maximum	2021
Range	29
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	8.541306453
Coefficient of variation (CV)	0.004257408994
Kurtosis	-1.206180537
Mean	2006.221734
Median Absolute Deviation (MAD)	7
Skewness	0.0119582195
Sum	21452529
Variance	72.95391592
Monotocity	Increasing

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
1992	366	3.4%
2000	366	3.4%
2008	366	3.4%
2020	366	3.4%
2012	366	3.4%
2004	366	3.4%
1996	366	3.4%
2007	365	3.4%
1999	365	3.4%
2006	365	3.4%
1998	365	3.4%
2013	365	3.4%
2005	365	3.4%
1997	365	3.4%
2019	365	3.4%
2011	365	3.4%
2003	365	3.4%
1995	365	3.4%
2002	365	3.4%
1994	365	3.4%
2001	365	3.4%
1993	365	3.4%
2016	365	3.4%
2015	365	3.4%
2018	364	3.4%
Other values (5)	1562	14.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1992	366	3.4%
1993	365	3.4%
1994	365	3.4%
1995	365	3.4%
1996	366	3.4%
1997	365	3.4%
1998	365	3.4%
1999	365	3.4%
2000	366	3.4%
2001	365	3.4%

Value	Count	Frequency (%)
2021	181	1.7%
2020	366	3.4%
2019	365	3.4%
2018	364	3.4%
2017	362	3.4%
2016	365	3.4%
2015	365	3.4%
2014	361	3.4%
2013	365	3.4%
2012	366	3.4%

lluvia
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	83.7 KiB

No	8459
Si	2234

Value	Count	Frequency (%)
No	8459	79.1%
Si	2234	20.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Overview of Unicode Properties

Unique unicode characters	4
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
N	8459	39.6%
o	8459	39.6%
S	2234	10.4%
i	2234	10.4%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	10693	50.0%
Lowercase Letter	10693	50.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	8459	79.1%
S	2234	20.9%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	8459	79.1%
i	2234	20.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	21386	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
N	8459	39.6%
o	8459	39.6%
S	2234	10.4%
i	2234	10.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	21386	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
N	8459	39.6%
o	8459	39.6%
S	2234	10.4%
i	2234	10.4%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	df_index	ID	fecha	precipitacion	horas_sol	presion_max	presion_min	temperatura_min	temperatura_max	velocidad_media	mes	anio	lluvia
0	0	0	1992-01-01	0.0	6.6	1037.8	1033.6	11.6	0.3	7.92	1	1992	No
1	1	1	1992-01-02	0.0	6.4	1038.6	1037.0	12.6	0.2	11.16	1	1992	No
2	2	2	1992-01-03	0.3	1.0	1037.3	1032.7	12.2	2.3	7.92	1	1992	Si
3	3	3	1992-01-04	0.0	5.7	1034.3	1031.4	12.5	1.3	11.16	1	1992	No
4	4	4	1992-01-05	0.0	6.8	1034.3	1032.0	12.4	0.2	11.16	1	1992	No
5	5	5	1992-01-06	0.0	6.6	1032.6	1029.8	11.2	0.1	18.00	1	1992	No
6	6	6	1992-01-07	0.0	0.0	1030.8	1026.1	10.4	1.0	7.92	1	1992	No
7	7	7	1992-01-08	0.0	0.0	1026.1	1018.2	13.3	6.5	18.00	1	1992	No
8	8	8	1992-01-09	1.3	0.0	1018.2	1011.2	12.8	8.1	11.16	1	1992	Si
9	9	9	1992-01-10	0.0	6.4	1019.9	1014.6	12.9	2.0	20.88	1	1992	No

Last rows

	df_index	ID	fecha	precipitacion	horas_sol	presion_max	presion_min	temperatura_min	temperatura_max	velocidad_media	mes	anio	lluvia
10683	10765	10765	2021-06-22	0.3	11.4	1015.5	1009.0	26.0	21.9	15.84	6	2021	Si
10684	10766	10766	2021-06-23	2.4	6.1	1018.5	1014.4	26.3	17.6	16.92	6	2021	Si
10685	10767	10767	2021-06-24	0.0	11.8	1021.8	1018.0	25.9	18.0	15.12	6	2021	No
10686	10768	10768	2021-06-25	0.0	11.8	1021.6	1016.7	26.3	18.8	20.16	6	2021	No
10687	10769	10769	2021-06-26	0.0	8.9	1018.1	1013.2	26.7	19.7	15.12	6	2021	No
10688	10770	10770	2021-06-27	0.0	11.0	1014.7	1012.0	27.0	21.0	12.96	6	2021	No
10689	10771	10771	2021-06-28	0.0	9.8	1015.5	1011.4	27.2	20.1	12.96	6	2021	No
10690	10772	10772	2021-06-29	0.0	8.2	1017.8	1014.8	26.3	21.8	15.12	6	2021	No
10691	10773	10773	2021-06-30	0.0	9.0	1018.1	1016.0	26.5	23.0	18.00	6	2021	No
10692	10774	10774	2021-07-01	0.0	11.3	1017.7	1015.3	27.4	21.9	18.00	7	2021	No

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows